Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2176–2200 of 10420 papers

Title	Date	Tasks	Status	Hype
Multi-Label Image Classification via Knowledge Distillation from Weakly-Supervised Detection	Sep 16, 2018	ClassificationGeneral Classification	CodeCode Available	1
A Less Biased Evaluation of Out-of-distribution Sample Detectors	Sep 13, 2018	image-classificationImage Classification	CodeCode Available	1
Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks	Aug 23, 2018	image-classificationImage Classification	CodeCode Available	1
Automatically designing CNN architectures using genetic algorithm for image classification	Aug 11, 2018	ClassificationGeneral Classification	CodeCode Available	1
MnasNet: Platform-Aware Neural Architecture Search for Mobile	Jul 31, 2018	Image ClassificationNeural Architecture Search	CodeCode Available	1
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design	Jul 30, 2018	Image ClassificationObject Detection	CodeCode Available	1
End-to-End Incremental Learning	Jul 25, 2018	image-classificationImage Classification	CodeCode Available	1
Invariant Information Clustering for Unsupervised Image Classification and Segmentation	Jul 17, 2018	ClusteringGeneral Classification	CodeCode Available	1
Age Estimation Using Expectation of Label Distribution Learning	Jul 13, 2018	Age EstimationFace Recognition	CodeCode Available	1
This Looks Like That: Deep Learning for Interpretable Image Recognition	Jun 27, 2018	Deep LearningGeneral Classification	CodeCode Available	1
DARTS: Differentiable Architecture Search	Jun 24, 2018	General Classificationimage-classification	CodeCode Available	1
RISE: Randomized Input Sampling for Explanation of Black-box Models	Jun 19, 2018	Explainable Artificial Intelligence (XAI)Feature Importance	CodeCode Available	1
Manifold Mixup: Better Representations by Interpolating Hidden States	Jun 13, 2018	Image Classification	CodeCode Available	1
Bayesian Model-Agnostic Meta-Learning	Jun 11, 2018	Active Learningimage-classification	CodeCode Available	1
Improving the Resolution of CNN Feature Maps Efficiently with Multisampling	May 28, 2018	General Classificationimage-classification	CodeCode Available	1
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels	May 20, 2018	Image ClassificationLearning with noisy labels	CodeCode Available	1
Wavelet Convolutional Neural Networks	May 20, 2018	General Classificationimage-classification	CodeCode Available	1
Robust Classification with Convolutional Prototype Learning	May 9, 2018	ClassificationGeneral Classification	CodeCode Available	1
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels	Apr 18, 2018	Image ClassificationLearning with noisy labels	CodeCode Available	1
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation	Apr 9, 2018	Brain Segmentationimage-classification	CodeCode Available	1
BAGAN: Data Augmentation with Balancing GAN	Mar 26, 2018	Data Augmentationimage-classification	CodeCode Available	1
Averaging Weights Leads to Wider Optima and Better Generalization	Mar 14, 2018	Image ClassificationStochastic Optimization	CodeCode Available	1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-classification	CodeCode Available	1
Directional Statistics-based Deep Metric Learning for Image Classification and Retrieval	Feb 27, 2018	General Classificationimage-classification	CodeCode Available	1
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation	Feb 7, 2018	DecoderImage Classification	CodeCode Available	1

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified